The clicking of the keyboard next to her was like nails on a chalkboard. It was one thing to leave, but another to be forced to share her secrets, to see them clumsily re-created by someone else. Maria felt a flush of heat rise up her neck.

"Just… copy and paste," she muttered, pointing to the relevant cells. The new hire, bless her heart, was struggling to get a grip on the commands.

Maria rolled her eyes inwardly. She imagined the relief she would feel when the week was over. She could feel the tightening in her shoulders. The clock ticked on the wall, each second a painful reminder of her impending liberation. She could practically feel the escape now.

She took a long sip of her tea, the scalding liquid doing little to soothe the growing fury within.

Emotion: irritated

Cluster: Anger / Hostility
PC1 (Valence): -0.86 Negative
PC2 (Disposition): 1.07

Role in Research

This story is one of 1,000 stories generated for the emotion irritated. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 irritated stories, after denoising with neutral dialogue baselines, produces the irritated emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the irritated vector is projected through the unembedding matrix.

Promoted:
l0.370
S0.282
P0.264
😠0.248
aggravated0.233
Suppressed:
own-0.300
joyful-0.211
joyous-0.207
खोले-0.206
newfound-0.205